Anemia Type Dataset

Dataset statistics

Number of variables	15
Number of observations	1281
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	43
Duplicate rows (%)	3.4%
Total size in memory	150.2 KiB
Average record size in memory	120.1 B

Variable types

Numeric	14
Categorical	1

Alerts

Dataset has 43 (3.4%) duplicate rows	Duplicates
`HCT` is highly overall correlated with `MCH` and 2 other fields	High correlation
`HGB` is highly overall correlated with `MCH` and 3 other fields	High correlation
`MCH` is highly overall correlated with `HCT` and 3 other fields	High correlation
`MCHC` is highly overall correlated with `HGB` and 1 other fields	High correlation
`MCV` is highly overall correlated with `HGB` and 1 other fields	High correlation
`NEUTn` is highly overall correlated with `NEUTp` and 1 other fields	High correlation
`NEUTp` is highly overall correlated with `HCT` and 2 other fields	High correlation
`PCT` is highly overall correlated with `HCT` and 2 other fields	High correlation
`PLT` is highly overall correlated with `PCT`	High correlation
`RBC` is highly overall correlated with `HGB`	High correlation
`WBC` is highly overall correlated with `NEUTn`	High correlation
`NEUTp` is highly skewed (γ1 = 34.94649487)	Skewed
`LYMn` is highly skewed (γ1 = 22.11416132)	Skewed
`RBC` is highly skewed (γ1 = 24.57363728)	Skewed
`HCT` is highly skewed (γ1 = 33.72923959)	Skewed
`MCV` is highly skewed (γ1 = 28.59593292)	Skewed
`MCH` is highly skewed (γ1 = 25.40825318)	Skewed

Reproduction

Analysis started	2024-10-02 10:15:02.462754
Analysis finished	2024-10-02 10:15:25.338693
Duration	22.88 seconds
Software version	ydata-profiling vv4.10.0
Download configuration	config.json

WBC
Real number (ℝ)

HIGH CORRELATION

Distinct	278
Distinct (%)	21.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.8627166

Minimum	0.8
Maximum	45.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.1 KiB

Quantile statistics

Minimum	0.8
5-th percentile	3.92
Q1	6
median	7.4
Q3	8.68
95-th percentile	13.41
Maximum	45.7
Range	44.9
Interquartile range (IQR)	2.68

Descriptive statistics

Standard deviation	3.5644657
Coefficient of variation (CV)	0.45333768
Kurtosis	27.922299
Mean	7.8627166
Median Absolute Deviation (MAD)	1.3
Skewness	3.807032
Sum	10072.14
Variance	12.705416
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.4	44	3.4%
7.2	41	3.2%
7	39	3.0%
8.3	38	3.0%
7.6	37	2.9%
7.8	33	2.6%
8	30	2.3%
8.7	27	2.1%
7.1	27	2.1%
9	25	2.0%
Other values (268)	940	73.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.8	1	0.1%
2	3	0.2%
2.4	5	0.4%
2.5	1	0.1%
2.6	3	0.2%
2.7	5	0.4%
2.8	4	0.3%
2.88	2	0.2%
2.9	3	0.2%
3	2	0.2%

Value	Count	Frequency (%)
45.7	1	0.1%
42.42	1	0.1%
41.9	1	0.1%
32.72	1	0.1%
28.03	1	0.1%
26.95	1	0.1%
24.4	1	0.1%
23.57	1	0.1%
23.36	1	0.1%
23.1	1	0.1%

LYMp
Real number (ℝ)

Distinct	263
Distinct (%)	20.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.845

Minimum	6.2
Maximum	91.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.1 KiB

Quantile statistics

Minimum	6.2
5-th percentile	13.1
Q1	25.845
median	25.845
Q3	25.845
95-th percentile	39
Maximum	91.4
Range	85.2
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7.0387276
Coefficient of variation (CV)	0.27234388
Kurtosis	13.185716
Mean	25.845
Median Absolute Deviation (MAD)	0
Skewness	1.6565492
Sum	33107.445
Variance	49.543686
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25.845	781	61.0%
35.6	7	0.5%
27.8	7	0.5%
18.9	6	0.5%
43.4	6	0.5%
16.1	5	0.4%
30.7	5	0.4%
19	5	0.4%
27.7	5	0.4%
15.6	5	0.4%
Other values (253)	449	35.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6.2	1	0.1%
6.9	1	0.1%
7.3	3	0.2%
7.8	3	0.2%
8.1	1	0.1%
8.5	1	0.1%
8.9	2	0.2%
9.2	1	0.1%
9.3	1	0.1%
9.5	3	0.2%

Value	Count	Frequency (%)
91.4	1	0.1%
89.8	1	0.1%
59.2	1	0.1%
55.1	1	0.1%
54.9	1	0.1%
54.5	1	0.1%
52.1	1	0.1%
51.5	1	0.1%
49	1	0.1%
48.5	1	0.1%

NEUTp
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	267
Distinct (%)	20.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	77.511

Minimum	0.7
Maximum	5317
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.1 KiB

Quantile statistics

Minimum	0.7
5-th percentile	53.7
Q1	71.1
median	77.511
Q3	77.511
95-th percentile	78.7
Maximum	5317
Range	5316.3
Interquartile range (IQR)	6.411

Descriptive statistics

Standard deviation	147.74627
Coefficient of variation (CV)	1.906133
Kurtosis	1238.608
Mean	77.511
Median Absolute Deviation (MAD)	0
Skewness	34.946495
Sum	99291.591
Variance	21828.961
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
77.511	781	61.0%
74.3	8	0.6%
63.5	6	0.5%
72.5	6	0.5%
71.5	6	0.5%
58.4	5	0.4%
61.3	5	0.4%
64.9	5	0.4%
78.4	5	0.4%
56.3	5	0.4%
Other values (257)	449	35.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.7	1	0.1%
1.2	1	0.1%
7.6	1	0.1%
9.7	1	0.1%
30.4	1	0.1%
31.8	1	0.1%
34.8	1	0.1%
37.9	1	0.1%
38.2	1	0.1%
39.3	1	0.1%

Value	Count	Frequency (%)
5317	1	0.1%
671	1	0.1%
86.1	2	0.2%
85.8	3	0.2%
85.3	1	0.1%
85.1	1	0.1%
84.7	3	0.2%
84.6	1	0.1%
84.2	1	0.1%
83.6	1	0.1%

LYMn
Real number (ℝ)

SKEWED

Distinct	51
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.88076

Minimum	0.2
Maximum	41.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.1 KiB

Quantile statistics

Minimum	0.2
5-th percentile	0.9
Q1	1.88076
median	1.88076
Q3	1.88076
95-th percentile	2.6
Maximum	41.8
Range	41.6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.335689
Coefficient of variation (CV)	0.71018577
Kurtosis	633.18822
Mean	1.88076
Median Absolute Deviation (MAD)	0
Skewness	22.114161
Sum	2409.2536
Variance	1.7840651
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.88076	781	61.0%
1.5	38	3.0%
1.6	35	2.7%
2	30	2.3%
1.9	29	2.3%
1	28	2.2%
1.7	28	2.2%
1.4	26	2.0%
0.6	26	2.0%
1.2	23	1.8%
Other values (41)	237	18.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2	2	0.2%
0.4	4	0.3%
0.5	4	0.3%
0.6	26	2.0%
0.7	5	0.4%
0.8	19	1.5%
0.9	11	0.9%
1	28	2.2%
1.1	19	1.5%
1.18	1	0.1%

Value	Count	Frequency (%)
41.8	1	0.1%
14	1	0.1%
13.2	1	0.1%
6.3	1	0.1%
6.1	1	0.1%
5.8	1	0.1%
5.6	2	0.2%
5.4	1	0.1%
5.1	1	0.1%
5	1	0.1%

NEUTn
Real number (ℝ)

HIGH CORRELATION

Distinct	103
Distinct (%)	8.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.14094

Minimum	0.5
Maximum	79
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.1 KiB

Quantile statistics

Minimum	0.5
5-th percentile	2.5
Q1	5.1
median	5.14094
Q3	5.14094
95-th percentile	7.8
Maximum	79
Range	78.5
Interquartile range (IQR)	0.04094

Descriptive statistics

Standard deviation	2.8722937
Coefficient of variation (CV)	0.55870982
Kurtosis	368.68605
Mean	5.14094
Median Absolute Deviation (MAD)	0
Skewness	15.723494
Sum	6585.5441
Variance	8.250071
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.14094	781	61.0%
3.6	20	1.6%
5	16	1.2%
4.6	14	1.1%
4.3	14	1.1%
5.3	14	1.1%
2.5	13	1.0%
4.4	12	0.9%
3.4	12	0.9%
2.3	12	0.9%
Other values (93)	373	29.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.5	2	0.2%
1.2	1	0.1%
1.3	6	0.5%
1.4	4	0.3%
1.5	1	0.1%
1.6	4	0.3%
1.7	2	0.2%
1.8	5	0.4%
1.9	5	0.4%
2	3	0.2%

Value	Count	Frequency (%)
79	1	0.1%
44	1	0.1%
19.9	1	0.1%
17.9	1	0.1%
17.4	1	0.1%
17	2	0.2%
14.2	1	0.1%
13.7	1	0.1%
12.9	1	0.1%
12.5	2	0.2%

RBC
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	272
Distinct (%)	21.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.708267

Minimum	1.36
Maximum	90.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.1 KiB

Quantile statistics

Minimum	1.36
5-th percentile	3.34
Q1	4.19
median	4.6
Q3	5.1
95-th percentile	5.7
Maximum	90.8
Range	89.44
Interquartile range (IQR)	0.91

Descriptive statistics

Standard deviation	2.8172004
Coefficient of variation (CV)	0.59835188
Kurtosis	708.35308
Mean	4.708267
Median Absolute Deviation (MAD)	0.48
Skewness	24.573637
Sum	6031.29
Variance	7.9366181
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.2	42	3.3%
4.4	35	2.7%
4.7	33	2.6%
5.3	30	2.3%
5.5	30	2.3%
4.8	28	2.2%
5.7	26	2.0%
4.6	26	2.0%
5.4	25	2.0%
4.2	25	2.0%
Other values (262)	981	76.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.36	1	0.1%
1.42	1	0.1%
1.91	2	0.2%
1.92	1	0.1%
1.96	1	0.1%
2.17	1	0.1%
2.25	1	0.1%
2.26	4	0.3%
2.37	2	0.2%
2.53	1	0.1%

Value	Count	Frequency (%)
90.8	1	0.1%
41.1	1	0.1%
29.7	1	0.1%
13.1	1	0.1%
10.9	1	0.1%
6.9	1	0.1%
6.67	2	0.2%
6.6	1	0.1%
6.58	1	0.1%
6.05	2	0.2%

HGB
Real number (ℝ)

HIGH CORRELATION

Distinct	116
Distinct (%)	9.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.184551

Minimum	-10
Maximum	87.1
Zeros	0
Zeros (%)	0.0%
Negative	1
Negative (%)	0.1%
Memory size	10.1 KiB

Quantile statistics

Minimum	-10
5-th percentile	8.4
Q1	10.8
median	12.3
Q3	13.5
95-th percentile	15
Maximum	87.1
Range	97.1
Interquartile range (IQR)	2.7

Descriptive statistics

Standard deviation	3.8128972
Coefficient of variation (CV)	0.31292882
Kurtosis	223.95444
Mean	12.184551
Median Absolute Deviation (MAD)	1.4
Skewness	11.578004
Sum	15608.41
Variance	14.538185
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12	37	2.9%
14.2	34	2.7%
13.2	33	2.6%
12.5	32	2.5%
13	31	2.4%
11.8	30	2.3%
12.6	30	2.3%
13.4	29	2.3%
12.3	28	2.2%
11.9	28	2.2%
Other values (106)	969	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-10	1	0.1%
0.4	1	0.1%
1.2	1	0.1%
1.8	1	0.1%
3.1	1	0.1%
3.8	1	0.1%
4.2	2	0.2%
4.82	1	0.1%
5	2	0.2%
5.2	1	0.1%

Value	Count	Frequency (%)
87.1	1	0.1%
85.1	1	0.1%
41	1	0.1%
35.2	1	0.1%
19.6	1	0.1%
17.5	1	0.1%
16.7	1	0.1%
16.5	2	0.2%
16.2	1	0.1%
16	2	0.2%

HCT
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	206
Distinct (%)	16.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	46.1526

Minimum	2
Maximum	3715
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.1 KiB

Quantile statistics

Minimum	2
5-th percentile	30.3
Q1	39.2
median	46.1526
Q3	46.1526
95-th percentile	46.1526
Maximum	3715
Range	3713
Interquartile range (IQR)	6.9526

Descriptive statistics

Standard deviation	104.8861
Coefficient of variation (CV)	2.2725935
Kurtosis	1173.6334
Mean	46.1526
Median Absolute Deviation (MAD)	0
Skewness	33.72924
Sum	59121.481
Variance	11001.094
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
46.1526	781	61.0%
36.5	7	0.5%
39.4	7	0.5%
34.7	7	0.5%
34.3	7	0.5%
37.2	7	0.5%
34.8	6	0.5%
37.6	6	0.5%
36.2	6	0.5%
32.1	6	0.5%
Other values (196)	441	34.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	0.1%
10.1	1	0.1%
12.1	1	0.1%
14	1	0.1%
14.9	1	0.1%
17	1	0.1%
19.5	1	0.1%
19.9	1	0.1%
20.1	1	0.1%
20.2	1	0.1%

Value	Count	Frequency (%)
3715	1	0.1%
741	1	0.1%
316	1	0.1%
81.2	1	0.1%
53.3	1	0.1%
50.4	1	0.1%
50.2	2	0.2%
49.8	1	0.1%
49.5	2	0.2%
49.3	1	0.1%

MCV
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	317
Distinct (%)	24.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	85.793919

Minimum	-79.3
Maximum	990
Zeros	0
Zeros (%)	0.0%
Negative	1
Negative (%)	0.1%
Memory size	10.1 KiB

Quantile statistics

Minimum	-79.3
5-th percentile	68.8
Q1	81.2
median	86.6
Q3	90.2
95-th percentile	96
Maximum	990
Range	1069.3
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	27.177663
Coefficient of variation (CV)	0.31677844
Kurtosis	959.88288
Mean	85.793919
Median Absolute Deviation (MAD)	4.4
Skewness	28.595933
Sum	109902.01
Variance	738.62539
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
91	57	4.4%
88	53	4.1%
87	44	3.4%
90	40	3.1%
93	34	2.7%
92	33	2.6%
86	29	2.3%
84	26	2.0%
95	24	1.9%
96	22	1.7%
Other values (307)	919	71.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-79.3	1	0.1%
25.1	1	0.1%
30.3	1	0.1%
31.3	1	0.1%
36.6	1	0.1%
44.9	1	0.1%
46.6	1	0.1%
55.7	1	0.1%
56.1	1	0.1%
57.3	1	0.1%

Value	Count	Frequency (%)
990	1	0.1%
124.1	1	0.1%
122.1	1	0.1%
119	2	0.2%
117.3	1	0.1%
113.8	1	0.1%
112.8	1	0.1%
111.2	1	0.1%
110.9	1	0.1%
109	1	0.1%

MCH
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	191
Distinct (%)	14.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.08484

Minimum	10.9
Maximum	3117
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.1 KiB

Quantile statistics

Minimum	10.9
5-th percentile	20.2
Q1	25.5
median	27.8
Q3	29.6
95-th percentile	32
Maximum	3117
Range	3106.1
Interquartile range (IQR)	4.1

Descriptive statistics

Standard deviation	111.17076
Coefficient of variation (CV)	3.4648998
Kurtosis	656.48004
Mean	32.08484
Median Absolute Deviation (MAD)	2.1
Skewness	25.408253
Sum	41100.68
Variance	12358.937
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29	119	9.3%
30	84	6.6%
28	77	6.0%
31	74	5.8%
27	52	4.1%
26	35	2.7%
25	23	1.8%
32	21	1.6%
28.8	17	1.3%
26.8	17	1.3%
Other values (181)	762	59.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10.9	1	0.1%
11.4	1	0.1%
14.2	1	0.1%
14.7	1	0.1%
15.6	1	0.1%
15.8	1	0.1%
15.9	1	0.1%
16.7	1	0.1%
16.8	1	0.1%
17	1	0.1%

Value	Count	Frequency (%)
3117	1	0.1%
2511	1	0.1%
275	1	0.1%
241	1	0.1%
90	1	0.1%
88.2	1	0.1%
76	1	0.1%
41.4	1	0.1%
41.2	2	0.2%
40.1	1	0.1%

MCHC
Real number (ℝ)

HIGH CORRELATION

Distinct	126
Distinct (%)	9.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31.739149

Minimum	11.5
Maximum	92.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.1 KiB

Quantile statistics

Minimum	11.5
5-th percentile	28.5
Q1	30.6
median	32
Q3	32.9
95-th percentile	34.1
Maximum	92.8
Range	81.3
Interquartile range (IQR)	2.3

Descriptive statistics

Standard deviation	3.300352
Coefficient of variation (CV)	0.10398363
Kurtosis	137.82462
Mean	31.739149
Median Absolute Deviation (MAD)	1
Skewness	8.2437228
Sum	40657.85
Variance	10.892323
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
32	261	20.4%
33	182	14.2%
31.8	33	2.6%
31.4	27	2.1%
31	26	2.0%
30.2	21	1.6%
30.3	21	1.6%
30.6	20	1.6%
31.1	20	1.6%
30.1	20	1.6%
Other values (116)	650	50.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11.5	1	0.1%
12.4	1	0.1%
20.2	1	0.1%
20.3	1	0.1%
22.9	1	0.1%
23.6	1	0.1%
24.1	1	0.1%
24.5	1	0.1%
25	1	0.1%
25.1	1	0.1%

Value	Count	Frequency (%)
92.8	1	0.1%
79.6	1	0.1%
61.6	1	0.1%
61.3	1	0.1%
50.2	1	0.1%
42	1	0.1%
41	1	0.1%
40.2	1	0.1%
39.6	1	0.1%
39.4	2	0.2%

PLT
Real number (ℝ)

HIGH CORRELATION

Distinct	291
Distinct (%)	22.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	229.98142

Minimum	10
Maximum	660
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.1 KiB

Quantile statistics

Minimum	10
5-th percentile	102
Q1	157
median	213
Q3	293
95-th percentile	380
Maximum	660
Range	650
Interquartile range (IQR)	136

Descriptive statistics

Standard deviation	93.019336
Coefficient of variation (CV)	0.40446457
Kurtosis	-0.03416864
Mean	229.98142
Median Absolute Deviation (MAD)	63
Skewness	0.44635689
Sum	294606.2
Variance	8652.5968
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
360	41	3.2%
280	36	2.8%
260	30	2.3%
380	29	2.3%
350	27	2.1%
290	27	2.1%
370	25	2.0%
330	25	2.0%
340	25	2.0%
310	21	1.6%
Other values (281)	995	77.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	1	0.1%
11.3	1	0.1%
11.4	1	0.1%
11.8	1	0.1%
12.4	1	0.1%
13.9	1	0.1%
17	2	0.2%
24	1	0.1%
32	2	0.2%
35	1	0.1%

Value	Count	Frequency (%)
660	1	0.1%
589	1	0.1%
534	2	0.2%
532	1	0.1%
510	1	0.1%
508	1	0.1%
499	1	0.1%
497	1	0.1%
461	1	0.1%
457	1	0.1%

PDW
Real number (ℝ)

Distinct	104
Distinct (%)	8.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.312512

Minimum	8.4
Maximum	97
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.1 KiB

Quantile statistics

Minimum	8.4
5-th percentile	11.3
Q1	13.3
median	14.312512
Q3	14.7
95-th percentile	17.4
Maximum	97
Range	88.6
Interquartile range (IQR)	1.4

Descriptive statistics

Standard deviation	3.0050786
Coefficient of variation (CV)	0.20996166
Kurtosis	448.52621
Mean	14.312512
Median Absolute Deviation (MAD)	0.71251157
Skewness	16.599189
Sum	18334.327
Variance	9.0304975
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14.31251157	417	32.6%
13.1	40	3.1%
13.6	39	3.0%
12.8	36	2.8%
13.3	35	2.7%
14.6	31	2.4%
12.5	30	2.3%
13.8	28	2.2%
14.3	27	2.1%
12.3	24	1.9%
Other values (94)	574	44.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8.4	2	0.2%
8.6	1	0.1%
8.9	1	0.1%
9.2	1	0.1%
9.3	1	0.1%
9.5	2	0.2%
9.7	3	0.2%
9.8	1	0.1%
10	5	0.4%
10.2	6	0.5%

Value	Count	Frequency (%)
97	1	0.1%
29.2	1	0.1%
25	2	0.2%
24.6	1	0.1%
22.8	2	0.2%
22.5	1	0.1%
22.1	1	0.1%
21.8	2	0.2%
21.3	2	0.2%
21.2	1	0.1%

PCT
Real number (ℝ)

HIGH CORRELATION

Distinct	40
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.26028

Minimum	0.01
Maximum	13.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.1 KiB

Quantile statistics

Minimum	0.01
5-th percentile	0.11
Q1	0.17
median	0.26028
Q3	0.26028
95-th percentile	0.26028
Maximum	13.6
Range	13.59
Interquartile range (IQR)	0.09028

Descriptive statistics

Standard deviation	0.6853506
Coefficient of variation (CV)	2.6331282
Kurtosis	318.0429
Mean	0.26028
Median Absolute Deviation (MAD)	0
Skewness	17.764033
Sum	333.41868
Variance	0.46970544
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
0.26028	781	61.0%
0.15	53	4.1%
0.12	49	3.8%
0.17	45	3.5%
0.13	44	3.4%
0.16	43	3.4%
0.18	35	2.7%
0.14	33	2.6%
0.11	24	1.9%
0.22	23	1.8%
Other values (30)	151	11.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01	2	0.2%
0.03	1	0.1%
0.04	1	0.1%
0.05	2	0.2%
0.07	6	0.5%
0.08	10	0.8%
0.09	9	0.7%
0.1	17	1.3%
0.11	24	1.9%
0.12	49	3.8%

Value	Count	Frequency (%)
13.6	1	0.1%
12.8	1	0.1%
12	1	0.1%
11.3	1	0.1%
0.45	1	0.1%
0.44	1	0.1%
0.41	1	0.1%
0.36	1	0.1%
0.35	4	0.3%
0.34	1	0.1%

Diagnosis
Categorical

Distinct	9
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Memory size	10.1 KiB

Healthy	336
Normocytic hypochromic anemia	279
Normocytic normochromic anemia	269
Iron deficiency anemia	189
Thrombocytopenia	73
Other values (4)	135

Length

Max length	30
Median length	23
Mean length	20.459016
Min length	7

Characters and Unicode

Total characters	26208
Distinct characters	27
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Normocytic hypochromic anemia
2nd row	Normocytic hypochromic anemia
3rd row	Iron deficiency anemia
4th row	Iron deficiency anemia
5th row	Normocytic hypochromic anemia

Common Values

Value	Count	Frequency (%)
Healthy	336	26.2%
Normocytic hypochromic anemia	279	21.8%
Normocytic normochromic anemia	269	21.0%
Iron deficiency anemia	189	14.8%
Thrombocytopenia	73	5.7%
Other microcytic anemia	59	4.6%
Leukemia	47	3.7%
Macrocytic anemia	18	1.4%
Leukemia with thrombocytopenia	11	0.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
anemia	814	27.9%
normocytic	548	18.8%
healthy	336	11.5%
hypochromic	279	9.6%
normochromic	269	9.2%
iron	189	6.5%
deficiency	189	6.5%
thrombocytopenia	84	2.9%
other	59	2.0%
microcytic	59	2.0%
Other values (3)	87	3.0%

Most occurring characters

Value	Count	Frequency (%)
o	2979	11.4%
c	2885	11.0%
i	2577	9.8%
m	2380	9.1%
a	2124	8.1%
e	1787	6.8%
r	1774	6.8%
	1632	6.2%
n	1545	5.9%
y	1513	5.8%
Other values (17)	5012	19.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	26208	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	2979	11.4%
c	2885	11.0%
i	2577	9.8%
m	2380	9.1%
a	2124	8.1%
e	1787	6.8%
r	1774	6.8%
	1632	6.2%
n	1545	5.9%
y	1513	5.8%
Other values (17)	5012	19.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	26208	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	2979	11.4%
c	2885	11.0%
i	2577	9.8%
m	2380	9.1%
a	2124	8.1%
e	1787	6.8%
r	1774	6.8%
	1632	6.2%
n	1545	5.9%
y	1513	5.8%
Other values (17)	5012	19.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	26208	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	2979	11.4%
c	2885	11.0%
i	2577	9.8%
m	2380	9.1%
a	2124	8.1%
e	1787	6.8%
r	1774	6.8%
	1632	6.2%
n	1545	5.9%
y	1513	5.8%
Other values (17)	5012	19.1%

Auto

Heatmap
Table

	Diagnosis	HCT	HGB	LYMn	LYMp	MCH	MCHC	MCV	NEUTn	NEUTp	PCT	PDW	PLT	RBC	WBC
Diagnosis	1.000	0.000	0.198	0.023	0.178	0.000	0.136	0.065	0.220	0.000	0.113	0.044	0.312	0.066	0.238
HCT	0.000	1.000	0.443	0.212	-0.012	0.518	0.444	0.461	0.309	0.564	0.715	0.322	0.435	0.197	0.200
HGB	0.198	0.443	1.000	0.039	-0.039	0.585	0.520	0.530	0.133	0.191	0.134	0.131	0.237	0.749	0.195
LYMn	0.023	0.212	0.039	1.000	0.435	0.064	0.012	0.050	0.184	-0.167	0.309	0.092	0.263	0.039	0.297
LYMp	0.178	-0.012	-0.039	0.435	1.000	-0.036	-0.044	-0.040	-0.479	-0.458	0.066	0.009	0.079	-0.003	-0.242
MCH	0.000	0.518	0.585	0.064	-0.036	1.000	0.726	0.831	0.174	0.387	0.384	0.192	0.313	0.168	0.146
MCHC	0.136	0.444	0.520	0.012	-0.044	0.726	1.000	0.445	0.152	0.335	0.292	0.149	0.219	0.150	0.068
MCV	0.065	0.461	0.530	0.050	-0.040	0.831	0.445	1.000	0.147	0.333	0.323	0.163	0.324	0.166	0.201
NEUTn	0.220	0.309	0.133	0.184	-0.479	0.174	0.152	0.147	1.000	0.507	0.293	0.085	0.206	0.046	0.609
NEUTp	0.000	0.564	0.191	-0.167	-0.458	0.387	0.335	0.333	0.507	1.000	0.529	0.187	0.298	0.016	0.288
PCT	0.113	0.715	0.134	0.309	0.066	0.384	0.292	0.323	0.293	0.529	1.000	0.323	0.634	0.011	0.237
PDW	0.044	0.322	0.131	0.092	0.009	0.192	0.149	0.163	0.085	0.187	0.323	1.000	0.195	0.047	0.046
PLT	0.312	0.435	0.237	0.263	0.079	0.313	0.219	0.324	0.206	0.298	0.634	0.195	1.000	0.280	0.371
RBC	0.066	0.197	0.749	0.039	-0.003	0.168	0.150	0.166	0.046	0.016	0.011	0.047	0.280	1.000	0.219
WBC	0.238	0.200	0.195	0.297	-0.242	0.146	0.068	0.201	0.609	0.288	0.237	0.046	0.371	0.219	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	WBC	LYMp	NEUTp	LYMn	NEUTn	RBC	HGB	HCT	MCV	MCH	MCHC	PLT	PDW	PCT	Diagnosis
0	10.0	43.2	50.1	4.3	5.0	2.77	7.3	24.2	87.7	26.3	30.1	189.0	12.5	0.17	Normocytic hypochromic anemia
1	10.0	42.4	52.3	4.2	5.3	2.84	7.3	25.0	88.2	25.7	20.2	180.0	12.5	0.16	Normocytic hypochromic anemia
2	7.2	30.7	60.7	2.2	4.4	3.97	9.0	30.5	77.0	22.6	29.5	148.0	14.3	0.14	Iron deficiency anemia
3	6.0	30.2	63.5	1.8	3.8	4.22	3.8	32.8	77.9	23.2	29.8	143.0	11.3	0.12	Iron deficiency anemia
4	4.2	39.1	53.7	1.6	2.3	3.93	0.4	316.0	80.6	23.9	29.7	236.0	12.8	0.22	Normocytic hypochromic anemia
5	6.6	27.3	65.4	1.8	4.3	3.96	8.8	29.7	75.2	22.2	79.6	207.0	11.5	0.18	Other microcytic anemia
6	16.7	19.1	68.2	3.2	11.4	5.15	14.2	44.8	87.1	27.5	31.6	151.0	12.8	0.14	Leukemia
7	9.3	27.4	64.0	2.6	5.9	4.39	12.0	37.9	86.4	27.3	31.6	194.0	15.9	0.19	Normocytic hypochromic anemia
8	5.2	19.7	72.4	1.0	3.8	4.85	13.2	41.0	84.7	27.2	32.1	181.0	10.0	0.15	Healthy
9	10.5	12.4	79.0	1.3	8.3	4.57	12.4	38.9	85.3	27.1	31.8	164.0	11.3	0.14	Normocytic hypochromic anemia

	WBC	LYMp	NEUTp	LYMn	NEUTn	RBC	HGB	HCT	MCV	MCH	MCHC	PLT	PDW	PCT	Diagnosis
1271	7.20	25.845	77.511	1.88076	5.14094	4.76	14.4	46.1526	90.1	30.2	33.5	244.0	14.312512	0.26028	Healthy
1272	6.70	25.845	77.511	1.88076	5.14094	4.00	12.9	46.1526	93.7	32.3	34.5	312.0	14.312512	0.26028	Normocytic normochromic anemia
1273	8.70	25.845	77.511	1.88076	5.14094	4.66	12.2	46.1526	76.6	26.2	34.1	266.0	14.312512	0.26028	Other microcytic anemia
1274	7.70	25.845	77.511	1.88076	5.14094	3.42	9.8	46.1526	89.7	28.7	32.0	457.0	14.312512	0.26028	Normocytic normochromic anemia
1275	6.70	25.845	77.511	1.88076	5.14094	4.65	9.5	46.1526	62.6	20.4	32.6	200.0	14.312512	0.26028	Other microcytic anemia
1276	4.40	25.845	77.511	1.88076	5.14094	4.86	13.5	46.1526	80.7	27.7	34.4	180.0	14.312512	0.26028	Healthy
1277	5.60	25.845	77.511	1.88076	5.14094	4.85	15.0	46.1526	91.7	31.0	33.8	215.0	14.312512	0.26028	Healthy
1278	9.20	25.845	77.511	1.88076	5.14094	4.47	13.1	46.1526	88.7	29.3	33.0	329.0	14.312512	0.26028	Healthy
1279	6.48	25.845	77.511	1.88076	5.14094	4.75	13.2	46.1526	86.7	27.9	32.1	174.0	14.312512	0.26028	Healthy
1280	8.80	25.845	77.511	1.88076	5.14094	4.95	15.2	46.1526	89.7	30.6	34.2	279.0	14.312512	0.26028	Healthy

Most frequently occurring

	WBC	LYMp	NEUTp	LYMn	NEUTn	RBC	HGB	HCT	MCV	MCH	MCHC	PLT	PDW	PCT	Diagnosis	# duplicates
29	8.30	25.845	77.511	1.88076	5.14094	5.20	14.2	46.1526	91.0	30.0	33.0	360.0	14.312512	0.26028	Healthy	4
15	7.30	25.845	77.511	1.88076	5.14094	4.70	12.5	46.1526	87.0	29.0	32.0	270.0	14.312512	0.26028	Normocytic normochromic anemia	3
17	7.40	25.845	77.511	1.88076	5.14094	4.80	12.6	46.1526	86.0	29.0	33.0	280.0	14.300000	0.26028	Normocytic normochromic anemia	3
34	8.70	7.300	85.800	0.60000	7.50000	4.44	12.9	39.6000	89.3	29.0	32.5	140.0	11.300000	0.12000	Normocytic normochromic anemia	3
35	9.00	25.845	77.511	1.88076	5.14094	5.80	15.0	46.1526	96.0	32.0	33.0	400.0	14.312512	0.26028	Healthy	3
0	2.88	25.845	77.511	1.88076	5.14094	3.01	9.0	46.1526	103.7	29.9	28.8	400.0	14.312512	0.26028	Macrocytic anemia	2
1	3.10	20.300	72.100	0.60000	2.30000	5.36	12.2	40.4000	75.5	22.7	30.1	149.0	13.600000	0.14000	Iron deficiency anemia	2
2	3.20	35.600	56.200	1.10000	1.80000	5.22	14.9	45.8000	87.8	28.5	32.5	132.0	14.300000	0.13000	Thrombocytopenia	2
3	3.92	25.845	77.511	1.88076	5.14094	4.97	13.9	46.1526	88.1	28.0	31.7	229.0	14.312512	0.26028	Healthy	2
4	4.70	27.800	62.300	1.30000	2.90000	4.38	12.3	38.4000	87.8	28.0	32.0	171.0	11.500000	0.15000	Normocytic normochromic anemia	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring